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Leadership
Running a Model Locally Makes Your Team the Vendor
Running a model locally shifts production work to your team. Evaluate capacity, reliability, security, and engineering time before replacing an external API.
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LLM
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7 min read
Architecture
AI Cost Starts with Architecture
Model selection, caching, context, batch processing, and bounded workflows shape AI costs. Measure the full cost of a successful resolution.
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Architecture
Claude Got Banned From Government Systems --- Here's the Lesson.
When Claude was banned from government systems, some teams swapped providers in a day. Others faced months of refactoring. The difference? Building every integration for replaceability. Here's why this principle applies to every dependency you have.
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AI & ML
Quantizing Llama 3 8B to W8A8: A Complete Guide with LLMCompressor and vLLM
Step-by-step tutorial for quantizing Meta's Llama 3 8B Instruct model to INT8 weights and activations (W8A8) using LLMCompressor, then serving it with vLLM for production inference with KV cache and continuous batching.
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AI & ML
Meta's Code World Models: Understanding Code Execution, Not Just Syntax
Explore Meta's groundbreaking Code World Models research that teaches AI to understand code semantics and execution behavior, not just syntax. Learn how this 32B parameter model simulates program execution and what it means for bug-free software development.